{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2a1ad06b-10fb-4b30-b41f-d678cc08d75e",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sns.set(style=\"ticks\")\n",
    "np.random.seed(sum(map(ord, \"axis_grids\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b498a314-f10a-4e06-b611-88fac7c4fb9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# tips = sns.load_dataset(\"tips\")\n",
    "tips = pd.read_csv('./data/tips.csv')\n",
    "tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "27daae0e-685f-4165-a894-d822f57b8007",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g =sns.FacetGrid(tips,col='time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "678181bd-1a33-4632-8783-e194395df8ad",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\seaborn\\axisgrid.py:123: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col=\"time\")\n",
    "g.map(plt.hist, \"tip\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "17742746-2ded-4d4e-aab8-ae0b38e8c572",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\seaborn\\axisgrid.py:123: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 680x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col=\"sex\", hue=\"smoker\")\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", alpha=.7)\n",
    "g.add_legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fd9546c7-6858-47b4-b815-7a5cd96163aa",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\seaborn\\axisgrid.py:123: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, row=\"smoker\", col=\"time\", margin_titles=True)\n",
    "g.map(sns.regplot, \"size\", \"total_bill\", color=\".1\", fit_reg=False, x_jitter=.1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ea82b609-cc0d-4988-89a2-52d8ed17dc07",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\seaborn\\axisgrid.py:718: UserWarning: Using the barplot function without specifying `order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n",
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\seaborn\\axisgrid.py:123: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1db3ecbf370>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# g = sns.FacetGrid(tips, col=\"day\", size=4, aspect=.5)\n",
    "# g.map(sns.barplot, \"sex\", \"total_bill\");\n",
    "\n",
    "g = sns.FacetGrid(tips, col=\"day\", height=4, aspect=.5)\n",
    "g.map(sns.barplot, \"sex\", \"total_bill\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1c3014e5-8514-4811-a36d-2e4f3d99d10c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\seaborn\\axisgrid.py:718: UserWarning: Using the boxplot function without specifying `order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n",
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\seaborn\\axisgrid.py:123: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 680x680 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# from pandas import Categorical\n",
    "# ordered_days = tips.day.value_counts().index\n",
    "# print (ordered_days)\n",
    "# ordered_days = Categorical(['Thur', 'Fri', 'Sat', 'Sun'])\n",
    "# g = sns.FacetGrid(tips, row=\"day\", row_order=ordered_days,\n",
    "#                   size=1.7, aspect=4,)\n",
    "# g.map(sns.boxplot, \"total_bill\");\n",
    "\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from pandas import Categorical\n",
    "\n",
    "# tips = sns.load_dataset(\"tips\")\n",
    "flights = pd.read_csv('./data/tips.csv')\n",
    "ordered_days = ['Thur', 'Fri', 'Sat', 'Sun']  # 不用 Categorical 类型\n",
    "\n",
    "g = sns.FacetGrid(tips, row=\"day\", row_order=ordered_days,\n",
    "                  height=1.7, aspect=4)  # 用 height 替代 size\n",
    "g.map(sns.boxplot, \"total_bill\")\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "704f1348-6c9b-4dc7-abfa-3910e791c86d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\seaborn\\axisgrid.py:123: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# pal = dict(Lunch=\"seagreen\", Dinner=\"gray\")\n",
    "# g = sns.FacetGrid(tips, hue=\"time\", palette=pal, size=5)\n",
    "# g.map(plt.scatter, \"total_bill\", \"tip\", s=50, alpha=.7, linewidth=.5, edgecolor=\"white\")\n",
    "# g.add_legend();\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# tips = sns.load_dataset(\"tips\")\n",
    "tips = pd.read_csv('./data/tips.csv')\n",
    "pal = dict(Lunch=\"seagreen\", Dinner=\"gray\")\n",
    "\n",
    "# 使用 height 替代 size\n",
    "g = sns.FacetGrid(tips, hue=\"time\", palette=pal, height=5)\n",
    "\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", s=50, alpha=.7, linewidth=.5, edgecolor=\"white\")\n",
    "g.add_legend()\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4b0a440f-9772-45ec-a4ba-da11f05e0fc5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\seaborn\\axisgrid.py:123: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 606x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# g = sns.FacetGrid(tips, hue=\"Sex\", palette=\"Set1\", size=5, hue_kws={\"marker\": [\"^\", \"v\"]})\n",
    "# g.map(plt.scatter, \"total_bill\", \"tip\", s=100, linewidth=.5, edgecolor=\"white\")\n",
    "# g.add_legend();\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# tips = sns.load_dataset(\"tips\")\n",
    "\n",
    "# 正确使用 height 参数替代 size\n",
    "g = sns.FacetGrid(\n",
    "    tips,\n",
    "    hue=\"sex\",\n",
    "    palette=\"Set1\",\n",
    "    height=5,\n",
    "    hue_kws={\"marker\": [\"^\", \"v\"]}\n",
    ")\n",
    "\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", s=100, linewidth=.5, edgecolor=\"white\")\n",
    "g.add_legend()\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "34fc7a59-f718-4df0-9f54-6fceaa3a51b5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\seaborn\\axisgrid.py:123: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"white\"):\n",
    "    # g = sns.FacetGrid(tips, row=\"Sex\", col=\"smoker\", margin_titles=True, size=2.5)\n",
    "    g = sns.FacetGrid(tips, col=\"day\", height=4, aspect=.5)\n",
    "\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\", color=\"#334488\", edgecolor=\"white\", lw=.5);\n",
    "g.set_axis_labels(\"Total bill (US Dollars)\", \"Tip\");\n",
    "g.set(xticks=[10, 30, 50], yticks=[2, 6, 10]);\n",
    "g.fig.subplots_adjust(wspace=.02, hspace=.02);\n",
    "#g.fig.subplots_adjust(left  = 0.125,right = 0.5,bottom = 0.1,top = 0.9, wspace=.02, hspace=.02)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8e8e64c3-699d-4a25-8577-f311576fe8e0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8",
   "language": "python",
   "name": "py38"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
